Application of Machine Learning Techniques for Inverse Prediction in Manufacturing Process Chains (English)
- New search for: Shah, Sapan
- New search for: Reddy, Sreedhar
- New search for: Sardeshmukh, Avadhut
- New search for: Gautham, BP
- New search for: Shroff, Gautam
- New search for: Srinivasan, Ashwin
- New search for: Poole, Warren
- New search for: Christensen, Steve
- New search for: Kalidindi, Surya
- New search for: Luo, Alan
- New search for: Madison, Jonathan
- New search for: Raabe, Dierk
- New search for: Sun, Xin
- New search for: Shah, Sapan
- New search for: Reddy, Sreedhar
- New search for: Sardeshmukh, Avadhut
- New search for: Gautham, BP
- New search for: Shroff, Gautam
- New search for: Srinivasan, Ashwin
In:
Proceedings of the 3rd World Congress on Integrated Computational Materials Engineering (ICME 2015)
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261-268
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2015
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ISBN:
- Article/Chapter (Book) / Electronic Resource
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Title:Application of Machine Learning Techniques for Inverse Prediction in Manufacturing Process Chains
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Contributors:Poole, Warren ( editor ) / Christensen, Steve ( editor ) / Kalidindi, Surya ( editor ) / Luo, Alan ( editor ) / Madison, Jonathan ( editor ) / Raabe, Dierk ( editor ) / Sun, Xin ( editor ) / Shah, Sapan ( author ) / Reddy, Sreedhar ( author ) / Sardeshmukh, Avadhut ( author )
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Published in:
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Publisher:
- New search for: John Wiley & Sons, Inc.
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Place of publication:Hoboken, NJ, USA
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Publication date:2015-08-05
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Size:8 pages
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ISBN:
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DOI:
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Type of media:Article/Chapter (Book)
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Type of material:Electronic Resource
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Language:English
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Keywords:
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Source:
Table of contents eBook
The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.
- 3
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Importance of Controlling Microstructure Heterogeneity when Designing SteelUshioda, Kohsaku / Sawada, Hideaki / Sugiyama, Masaaki et al. | 2015
- 11
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Icme for Process Scale‐Up: Importance of Vertical and Horizontal Integration of ModelsTennyson, Gerald / Shukla, Rishabh / Mangal, Saurabh / Sachi, Savya / Singh, Amarendra K et al. | 2015
- 23
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Finite Element Model for Plymouth Tube Processing using Internal State VariablesCho, Heechen / Horstemeyer, Mark F. / Hammi, Youssef / Francis, David K. et al. | 2015
- 31
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Ab‐Initio Calculation of Solute Effects on Austenite Grain Boundary Properties in SteelHoerner, Michael / Eberhart, Mark / Speer, John et al. | 2015
- 39
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Icme Towards Improved Understanding of Bainite in 100CR6Song, Wenwen / Bleck, Wolfgang / Prahl, Ulrich et al. | 2015
- 47
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Steel – AB Initio: Quantum Mechanics Guided Design of New Fe‐Based MaterialsSong, Wenwen / Prahl, Ulrich / Bleck, Wolfgang et al. | 2015
- 55
-
Experiments and Modeling of Three‐Dimensional Dendritic Morphology of Magnesium AlloyYang, Manhong / Guo, Zhipeng / Xiong, Shoumei et al. | 2015
- 63
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Phase Field Simulation of Orowan Strengthening by Coherent Precipitate Plates in a Mg‐Nd AlloyLiu, Hong / Wang, Yunzhi / Nie, Jian‐Feng et al. | 2015
- 73
-
Application of Multi‐Scale Fatigue Models in Lightweight Metal CastingsWang, Qigui et al. | 2015
- 81
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Experimental Verification for Solid Fraction Measurement in Semi‐Solid Silver Metal Processing in Comparison with Theoretical Thermodynamics ModelWirot, Pun / Lohwongwattana, Boonrat / Nisaratanaporn, Ekasit et al. | 2015
- 89
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Experimental and Numerical Determination of the Fracture Energy of Pan/Phenolic‐Based Carbon/Carbon CompositesIqbal, Khurram et al. | 2015
- 99
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From Integrated Computational Materials Engineering to Integrated Computational Structural EngineeringDutton, Rollie / Kobryn, Pam / Ball, Dale / Castle, James / James, Mark / Yavari, Parviz et al. | 2015
- 107
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Predictive Simulation of Diffusion in Ni‐Based Alloys using Pair Interaction Based Kinetic Monte Carlo MethodAlfonso, Dominic R. / Tafen, De Nyago et al. | 2015
- 115
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Yield Strength Model for Undercooled Aluminium Alloys Based on Calorimetric In‐Situ Quenching ExperimentsReich, Michael / Schumacher, Philipp / Milkereit, Benjamin / Kessler, Olaf et al. | 2015
- 123
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Load Partitioning Mechanisms in Stainless Steel 440C by Crystal Plasticity Based Micromechanical Modeling ApproachZheng, Lili / Yuan, Wei / Badarinarayan, Harsha et al. | 2015
- 131
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A Molecular Dynamics Simulation Mechanism with Imprecise Interatomic PotentialsTran, Anh V. / Wang, Yan et al. | 2015
- 139
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A Curve Swarm Algorithm for Global Search of State Transition PathsHe, Lijuan / Wang, Yan et al. | 2015
- 147
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Modelling the Microstructure of Polycrystalline Austenite‐Martensite SteelsRahnama, Alireza / Qin, Rongshan S. et al. | 2015
- 155
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An Interface to Quantum EspressoMalakkal, Linu / Szpunar, Barbara / Zuniga, Juan Carlos / Siripurapu, Ravi Kiran / Szpunar, Jerzy A. et al. | 2015
- 165
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Microstructure Modeling in ICME SettingsSchmitz, G.J. / Böttger, B. / Apel, M. et al. | 2015
- 173
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Development of an Icme Approach for Aluminum Alloy CorrosionSmith, Kenneth D / Jaworowski, Mark / Ranjan, Rajiv / Zafiris, George S. et al. | 2015
- 181
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ICME Support for Jumbo Vertical Bloom Continuous CasterAnderson, Patrick I. / Sawamiphakdi, Krich / Cao, Dongbu / Eastman Jr., Christopher M. et al. | 2015
- 189
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ICME Applications in Optimizing Welding and Thermal‐Forming ProcessesYang, Yu‐Ping / Kim, Hyunok / Mohr, Bill / Castner, Harvey / Huang, T.D. / Fanguy, Dennis et al. | 2015
- 197
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Design Of Co‐Free Cemented CarbidesWalbrüh, Martin / Ågren, John / Borgenstam, Annika et al. | 2015
- 207
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Modeling and Simulation of Directional Solidification of Ni‐Based Superalloy Turbine Blades Casting by Liquid Metal CoolingXu, Qingyan / Tang, Ning / Baicheng, Liu et al. | 2015
- 215
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From Melt Pool to Strength ‐ Application of ICME Methods for the Development of Rapid Manufacturing TechnologiesMaiwald‐Immer, T. / Göhler, T. / Fischersworring‐Bunk, A. et al. | 2015
- 221
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Calibrated Localization Relationships for Polycrystalline Aggregates by Using Materials Knowledge SystemYabansu, Yuksel C. / Kalidindi, Surya R. et al. | 2015
- 229
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Computational Modeling and Experimental Characterization of Martensitic Transformations in Nicoal for Self‐Sensing MaterialsWallace, T. A. / Yamakov, V. I. / Hochhalter, J. D. / Leser, W. P. / Warner, J. E. / Newman, J. A. / Purja Pun, G. P. / Mishin, Y. et al. | 2015
- 237
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Mesoscale Modeling of 3‐D Voids Evolution in Large Ingot During Multi‐Hit DeformationChao, Feng / Zhenshan, Cui / Xiaoqing, Shang / Xinjia, Li et al. | 2015
- 247
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Data Infrastructure Developed for PW‐8: Nickel Base Superalloy Residual Stress Foundational Engineering ProblemWong, Terry / Venkatesh, Vasisht / Turner, Todd J. et al. | 2015
- 261
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Application of Machine Learning Techniques for Inverse Prediction in Manufacturing Process ChainsShah, Sapan / Reddy, Sreedhar / Sardeshmukh, Avadhut / Gautham, BP / Shroff, Gautam / Srinivasan, Ashwin et al. | 2015
- 269
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Nanohub as a Platform for Implementing ICME Simulations in Research and EducationFaltens, Tanya / Strachan, Alejandro / Klimeck, Gerhard et al. | 2015
- 277
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A Review of Materials Data Infrastructure ProjectsHenry, Scott D. / Berardinis, Lawrence A. et al. | 2015
- 285
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An Integrated Collaborative Environment for Materials ResearchJacobsen, Matthew D. / Benedict, Mark D. / Foster, Bryon J. / Ward, Charles H. et al. | 2015
- 293
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Analysis of Published Cast Iron Experimental DataBiswas, Siddhartha / Monroe, Charles / Prucha, Thomas et al. | 2015
- 307
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A General Simulation Technology for Forging with Considering the Evolution of Voids, Grains and CracksXinjia, Li / Xiaoqing, Shang / Zhenshan, Cui / Chao, Feng / Dingqian, Dong et al. | 2015
- 315
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A Method for Determining the Set Points of the Ladle, Tundish and Caster for Manufacturing a High Strength Steel SlabShukla, Rishabh / Anapagaddi, Ravikiran / Allen, Janet K. / Panchal, Jitesh H. / Mistree, Farrokh / Singh, Amarendra K et al. | 2015
- 323
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ICME for the Integrated Design of an Automotive Gear Considering UncertaintyGautham, BP / Kulkarni, Nagesh / Zagade, Pramod / Allen, Janet K. / Mistree, Farrokh / Panchal, Jitesh et al. | 2015
- 331
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An Integrated Surrogate Modeling Approach for Materials and Process DesignSenn, Melanie et al. | 2015
- 339
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Uncertainty Management in the Integrated Realization of Materials and ComponentsAllen, Janet K. / Panchal, Jitesh / Mistree, Farrokh / Singh, Amarendra K. / Gautham, B.P. et al. | 2015
- 347
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Exploring the Performance‐Property‐Structure Solution Space in Friction Stir WeldingGoh, Chung‐Hyun / Dachowicz, Adam P. / Allen, Janet K. / Mistree, Farrokh et al. | 2015
- 355
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Force Modelling for Temperature Field Determination During High Speed End‐ Milling of Super AlloysOjolo, Sunday J. / Agunsoye, Olumuyiwa / Adesina, Oluwole et al. | 2015
- 367
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Author Index| 2015
- 371
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Subject Index| 2015
- i
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Front Matter| 2015